Recommender Systems: An Applied Approach using Deep Learning - Candidate Tower and Retrieval System

Recommender Systems: An Applied Approach using Deep Learning - Candidate Tower and Retrieval System

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Information Technology (IT), Architecture, Social Studies, Mathematics

University

Hard

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The video tutorial covers the development of a candidate tower using TF Keras, focusing on embedding layers and vocabulary setup. It then explains the creation of a retrieval system to evaluate model accuracy using positive user-item pairs. The tutorial demonstrates implementing a retrieval task with Tensorflow's factorized top K metric, using a beer list as candidates. Finally, it summarizes the retrieval model and hints at the next component, the loss function, to be discussed in the following video.

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OPEN ENDED QUESTION

3 mins • 1 pt

What new insight or understanding did you gain from this video?

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